Matches in SemOpenAlex for { <https://semopenalex.org/work/W3118999971> ?p ?o ?g. }
- W3118999971 abstract "Imagine a food recommender system -- how would we check if it is emph{causing} and fostering unhealthy eating habits or merely reflecting users' interests? How much of a user's experience over time with a recommender is caused by the recommender system's choices and biases, and how much is based on the user's preferences and biases? Popularity bias and filter bubbles are two of the most well-studied recommender system biases, but most of the prior research has focused on understanding the system behavior in a single recommendation step. How do these biases interplay with behavior, and what types of experiences are created from repeated interactions? In this work, we offer a simulation framework for measuring the impact of a recommender system under different types of behavior. Using this simulation framework, we can (a) isolate the effect of the recommender system from the preferences, and (b) examine how the system performs not just on for an average user but also the extreme experiences under atypical behavior. As part of the simulation framework, we propose a set of evaluation metrics over the simulations to understand the recommender system's behavior. Finally, we present two empirical case studies -- one on traditional collaborative filtering in MovieLens and one on a large-scale production recommender system -- to understand how popularity bias manifests over time." @default.
- W3118999971 created "2021-01-18" @default.
- W3118999971 creator A5024842018 @default.
- W3118999971 creator A5028125399 @default.
- W3118999971 creator A5033428202 @default.
- W3118999971 creator A5060167899 @default.
- W3118999971 creator A5064413475 @default.
- W3118999971 creator A5067865780 @default.
- W3118999971 creator A5075357064 @default.
- W3118999971 creator A5080988309 @default.
- W3118999971 creator A5084311372 @default.
- W3118999971 date "2021-01-12" @default.
- W3118999971 modified "2023-09-25" @default.
- W3118999971 title "Measuring Recommender System Effects with Simulated Users" @default.
- W3118999971 cites W1066313621 @default.
- W3118999971 cites W116854235 @default.
- W3118999971 cites W1224564842 @default.
- W3118999971 cites W1686065478 @default.
- W3118999971 cites W1719347172 @default.
- W3118999971 cites W1900560890 @default.
- W3118999971 cites W1968927634 @default.
- W3118999971 cites W1970548730 @default.
- W3118999971 cites W1992549066 @default.
- W3118999971 cites W1997050658 @default.
- W3118999971 cites W2021477651 @default.
- W3118999971 cites W2040214686 @default.
- W3118999971 cites W2042281163 @default.
- W3118999971 cites W2046974451 @default.
- W3118999971 cites W2047221353 @default.
- W3118999971 cites W2050125880 @default.
- W3118999971 cites W2054141820 @default.
- W3118999971 cites W2069870183 @default.
- W3118999971 cites W2094692697 @default.
- W3118999971 cites W2105953200 @default.
- W3118999971 cites W2113065326 @default.
- W3118999971 cites W2120966432 @default.
- W3118999971 cites W2134021902 @default.
- W3118999971 cites W2150886314 @default.
- W3118999971 cites W2154851929 @default.
- W3118999971 cites W2159094788 @default.
- W3118999971 cites W2166237624 @default.
- W3118999971 cites W2187252964 @default.
- W3118999971 cites W2219888463 @default.
- W3118999971 cites W2337164530 @default.
- W3118999971 cites W2339311053 @default.
- W3118999971 cites W2341535507 @default.
- W3118999971 cites W2512971201 @default.
- W3118999971 cites W2583674722 @default.
- W3118999971 cites W2604206378 @default.
- W3118999971 cites W2604244242 @default.
- W3118999971 cites W2740253077 @default.
- W3118999971 cites W2770094061 @default.
- W3118999971 cites W2773640334 @default.
- W3118999971 cites W2781763969 @default.
- W3118999971 cites W2787933113 @default.
- W3118999971 cites W2799048248 @default.
- W3118999971 cites W2891425177 @default.
- W3118999971 cites W2902572901 @default.
- W3118999971 cites W2903003865 @default.
- W3118999971 cites W2909551589 @default.
- W3118999971 cites W2950616914 @default.
- W3118999971 cites W29625609 @default.
- W3118999971 cites W2963189767 @default.
- W3118999971 cites W2963662929 @default.
- W3118999971 cites W2964052347 @default.
- W3118999971 cites W2964316331 @default.
- W3118999971 cites W2972561734 @default.
- W3118999971 cites W3001221685 @default.
- W3118999971 cites W3009043573 @default.
- W3118999971 cites W3013418989 @default.
- W3118999971 cites W3013778941 @default.
- W3118999971 cites W3104475013 @default.
- W3118999971 cites W3105114834 @default.
- W3118999971 cites W3106000504 @default.
- W3118999971 cites W3125944471 @default.
- W3118999971 cites W79380076 @default.
- W3118999971 hasPublicationYear "2021" @default.
- W3118999971 type Work @default.
- W3118999971 sameAs 3118999971 @default.
- W3118999971 citedByCount "4" @default.
- W3118999971 countsByYear W31189999712021 @default.
- W3118999971 crossrefType "posted-content" @default.
- W3118999971 hasAuthorship W3118999971A5024842018 @default.
- W3118999971 hasAuthorship W3118999971A5028125399 @default.
- W3118999971 hasAuthorship W3118999971A5033428202 @default.
- W3118999971 hasAuthorship W3118999971A5060167899 @default.
- W3118999971 hasAuthorship W3118999971A5064413475 @default.
- W3118999971 hasAuthorship W3118999971A5067865780 @default.
- W3118999971 hasAuthorship W3118999971A5075357064 @default.
- W3118999971 hasAuthorship W3118999971A5080988309 @default.
- W3118999971 hasAuthorship W3118999971A5084311372 @default.
- W3118999971 hasConcept C106131492 @default.
- W3118999971 hasConcept C15744967 @default.
- W3118999971 hasConcept C21569690 @default.
- W3118999971 hasConcept C23123220 @default.
- W3118999971 hasConcept C2776156558 @default.
- W3118999971 hasConcept C2780586970 @default.
- W3118999971 hasConcept C31972630 @default.
- W3118999971 hasConcept C41008148 @default.
- W3118999971 hasConcept C557471498 @default.